{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "from mpl_toolkits.basemap import Basemap\n",
    "from matplotlib.patches import Polygon\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "from matplotlib.colors import rgb2hex"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "fig = plt.figure(figsize=(8, 6))\n",
    "ax = plt.gca()\n",
    "m = Basemap(llcrnrlon=73, llcrnrlat=14, urcrnrlon=135, urcrnrlat=53, projection='lcc', lat_1=33, lat_2=45, lon_0=100)\n",
    "m.drawcoastlines()\n",
    "m.drawcountries(linewidth=1.5, color='k')\n",
    "m.readshapefile(r'F:\\下载\\Compressed\\CHN_adm_shp\\1\\CHN_adm1', 'states', drawbounds=True, color='k')\n",
    "for nshape, seg in enumerate(m.states):\n",
    "    poly = Polygon(seg, facecolor='r')\n",
    "    ax.add_patch(poly)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "m.readshapefile(r'F:\\下载\\Compressed\\CHN_adm_shp\\1\\TWN_adm1', 'taiwan', drawbounds=True, color='k')\n",
    "for nshape, seg in enumerate(m.taiwan):\n",
    "    poly = Polygon(seg, facecolor='r')\n",
    "    ax.add_patch(poly)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# for nshape, seg in enumerate(m.states):\n",
    "#     print(nshape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "df = pd.read_excel(r'F:\\下载\\A0101a.xlsx', index_col='地区')\n",
    "# df['人口数']['北京']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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h+mP5J0EQGH/jKaEZuVyMz1LuYoriunbtGoMGDSI0NLRYS2xFH7aMjAxq1qyJ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\nhUYz9ioFq7an80JMMsecAqw+R2X4UpmLq0bOzIa10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+p0mdemNvNk7tkM5vy2E5uAO3tT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\nRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xa61afd7208>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cmap = plt.cm.YlOrRd\n",
    "statenames=[]\n",
    "colors={}\n",
    "vmax = 100000000\n",
    "vmin = 3000000\n",
    "for shapedict in m.states_info:\n",
    "    statename = shapedict['NL_NAME_1']\n",
    "#     print(statename)\n",
    "    p = statename.split('|')\n",
    "    if len(p) > 1:\n",
    "        s = p[1]\n",
    "    else:\n",
    "        s = p[0]\n",
    "    s = s[:2]\n",
    "    statenames.append(s)\n",
    "set_statenames = list(set(statenames))\n",
    "for s in statenames:\n",
    "    pop = df['人口数'][s]\n",
    "    colors[s] = cmap(np.sqrt((pop - vmin) / (vmax - vmin)))[:3]\n",
    "# print(colors)\n",
    "ax = plt.gca()\n",
    "for nshape, seg in enumerate(m.states):\n",
    "    color = rgb2hex(colors[statenames[nshape]])\n",
    "    poly = Polygon(seg, facecolor=color, edgecolor=color)\n",
    "    ax.add_patch(poly)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
